{"id":"W4382564263","doi":"10.18174/629784","title":"Melkveehouders over verduurzaming in de melkveehouderij","year":2023,"lang":"nl","type":"report","venue":"","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Sustainability; Business; Greenhouse gas; Dairy farming; Agriculture; Agricultural science; Sustainable agriculture; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001978257,0.0007896301,0.0007454169,0.0003874694,0.0002172305,0.000153747,0.0008252909,0.0005709384,0.04711304],"category_scores_gemma":[0.0001655611,0.000851052,0.0003259094,0.000977612,0.0003924731,0.0004028856,0.00154369,0.0007958208,0.01723072],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004863884,"about_ca_system_score_gemma":0.0001759898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0233387,"about_ca_topic_score_gemma":0.01780083,"domain_scores_codex":[0.9939834,0.000219998,0.001191188,0.001431973,0.00181706,0.001356323],"domain_scores_gemma":[0.998081,0.000193595,0.0004204957,0.0009228409,0.000007370738,0.0003747029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008430493,0.0008510787,0.3472709,0.0007515693,0.0003758975,0.001709719,0.001633424,0.01223951,0.003984061,0.0006811729,0.5897159,0.04070241],"study_design_scores_gemma":[0.0007807651,0.0000658881,0.5005296,0.0002476819,0.00008808427,0.00001435281,0.001289789,0.002873363,0.0002301016,0.0002057806,0.4927459,0.0009286703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.212612,0.0004746356,0.0009995076,0.004762298,0.00299986,0.002637627,0.00007888603,0.0006019005,0.7748333],"genre_scores_gemma":[0.2837733,0.01664352,0.002066833,0.0100712,0.0003162444,0.0004062421,0.0002800834,0.0004461819,0.6859964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1532587,"threshold_uncertainty_score":0.999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08095746081334906,"score_gpt":0.3183809523108833,"score_spread":0.2374234914975343,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}